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Claude Sonnet 5.5 vs GPT-5.3-Codex

Claude Sonnet 5.5

Anthropic

85#63
vs
GPT-5.3-Codex

OpenAI

91#18
Signal-by-Signal Comparison
SignalClaude Sonnet 5.5DeltaGPT-5.3-Codex
Capabilities
100
--
100
Pricing
90
+4
86
Context window size
95
+6
89
Recency
100
+14
86
Output Capacity
82
--
82
Benchmarks
0
-88
88
Overall Result
3 wins
of 6
1 wins
Claude Sonnet 5.5 wins 3 of 6 signals

Score History

Score History (38 data points)
Claude Sonnet 5.5GPT-5.3-Codex
Claude Sonnet 5.5

85.2

current score

Leader

GPT-5.3-Codex

right now

GPT-5.3-Codex

90.5

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Claude Sonnet 5.5

Anthropic

Best Value
Per request$0.007000
Daily$23.33
Monthly$700.00
Annual$8400.00

GPT-5.3-Codex

OpenAI

Per request$0.008750
Daily$29.17
Monthly$875.00
Annual$10500.00

Claude Sonnet 5.5 saves you $175.00/month

That's $2100.00/year compared to GPT-5.3-Codex at your current usage level of 100K calls/month.

20% cheaper
Choose Claude Sonnet 5.5 for cost optimization

Claude Sonnet 5.5 pricing:
Input:$2.00/M tokens
Output:$10.00/M tokens
GPT-5.3-Codex pricing:
Input:$1.75/M tokens
Output:$14.00/M tokens
Claude Sonnet 5.5

Anthropic

85

Composite Score

Winner
GPT-5.3-Codex

OpenAI

91

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 5.5GPT-5.3-CodexWinner
Overall Score
85
91
GPT-5.3-Codex
Rank#63#18
GPT-5.3-Codex
Quality Rank#63#18
GPT-5.3-Codex
Adoption Rank#63#18
GPT-5.3-Codex
Parameters------
Context Window1000K400K
Claude Sonnet 5.5
Pricing$2.00/$10.00/M$1.75/$14.00/M--
Signal Scores
Capabilities
100
100
Claude Sonnet 5.5
Pricing
90
86
Claude Sonnet 5.5
Context window size
95
89
Claude Sonnet 5.5
Recency
100
86
Claude Sonnet 5.5
Output Capacity
82
82
Claude Sonnet 5.5
Benchmarks--
88
GPT-5.3-Codex
Benchmark Head-to-Head(11 benchmarks)
Claude Sonnet: 0GPT-5.3-Codex: 0
Claude Sonnet
GPT-5.3-Codex
Normalized 0-100%
MMLU
-93%
MMLU-Pro
-84.5%
GPQA Diamond
-85%
MATH-500
-92.5%
HumanEval
-96.5%
SWE-bench Verified
-75%
IFEval
-92%
BBH
-90.5%
Arena Elo
-1465
LiveBench
-76%
HLE
-35%
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Claude Sonnet 5.5Elite Tier

Scores 85/100 (rank #63), placing it in the top 79% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.3-CodexElite Tier

Scores 91/100 (rank #18), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.3-Codex has a 5-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 5.5 when you need:

  • Processing long documents or large codebases (1000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GPT-5.3-Codex when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Claude Sonnet 5.5Best Value
Input cost$2.00/M tokens
Output cost$10.00/M tokens
Cost per quality point$0.141
Est. monthly (1M tokens/day)$180.00
GPT-5.3-Codex
Input cost$1.75/M tokens
Output cost$14.00/M tokens
Cost per quality point$0.174
Est. monthly (1M tokens/day)$236.25

Claude Sonnet 5.5 offers 24% better value per quality point. At 1M tokens/day, you'd spend $180.00/month with Claude Sonnet 5.5 vs $236.25/month with GPT-5.3-Codex - a $56.25 monthly difference.

Latency & Speed
Claude Sonnet 5.5Faster
Speed score0/100
GPT-5.3-Codex
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Claude Sonnet 5.5

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Sonnet 5.5 also offers lower per-token costs for high-volume support

Claude Sonnet 5.5

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Sonnet 5.5

Batch data extraction

Lower output pricing ($10.00/M) reduces costs when processing thousands of records daily

Claude Sonnet 5.5

Creative writing & content

Higher overall composite score (91/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.3-Codex

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Claude Sonnet 5.5
Which Should You Choose?
Our recommendation:
GPT-5.3-Codex

GPT-5.3-Codex has a moderate advantage with a 5.299999999999997-point lead in composite score. It wins on more signal dimensions, but Claude Sonnet 5.5 has specific strengths that could make it the better choice for certain workflows.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 24% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale
GPT-5.3-Codex
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Sonnet 5.5GPT-5.3-Codex
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Sonnet 5.5

Anthropic

Best Value
$15.60
estimated monthly cost

GPT-5.3-Codex

OpenAI

$19.95
estimated monthly cost

Claude Sonnet 5.5 saves you $4.35/month

That's 22% cheaper than GPT-5.3-Codex at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterClaude Sonnet 5.5GPT-5.3-Codex
Context Window1M400K
Max Output Tokens128,000128,000
Open SourceNoNo
CreatedSep 28, 2026Feb 24, 2026
Last updated: 42m ago

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